We build systems that accumulate state rather than store and retrieve it.

The common thread across everything here: sequences have structure that flat representations destroy. We use phase rotation to compress that structure, so the order of events is preserved in the representation itself.

Helix is the core architecture. The rest is built on it.

quifer uses it to fingerprint blockchain wallets and detect Sybil farms. Found the operator behind 11 coordinated accounts on the Arbitrum airdrop.

yarnix uses it to build a 2M parameter language model that runs on CPU. Four frequency bands, each tracking a different timescale simultaneously.

hyli uses it to give a voice AI agent cross-session memory. The caller's history, tone, and context are already in the state when they call back.